<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Realizing FAIR Data in an Enterprise Environment</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Melanie Hackl</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Gokhan Coskun</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>FAIR Data for Enterprises</string-name>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Bayer AG</institution>
          ,
          <addr-line>Berlin</addr-line>
          ,
          <country country="DE">Germany</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Beuth Hochschule fur Technik</institution>
          ,
          <addr-line>Berlin</addr-line>
          ,
          <country country="DE">Germany</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>Timely reaction to changing environments like markets and regulations is a severe challenge for globally acting enterprises. Therefore, fast informed decisions are essential for the success and the sustainability. Relevant data needs to be available in the right place at the right time. Exactly this is addressed by the FAIR Data principles by demanding data to be ndable, accessible, interoperable and reusable data. However, since its rst publication in 2016 [FOR18], it remains an open question, how FAIR Data can be realized. We are convinced that the set of Linked Data [Tim06] principles is the most promising solution to realize FAIR. Firstly, globally unique identi ers as described in the Findability aspect are realized in Linked Data by the consequent adoption of the Uniform Resource Identi er (URI) standard. Secondly, universal Accssibility through standard communication protocols is realized by making use of http. Thirdly, Interoperability is supported by focusing on leveraging RDF and SPARQL, which are developed for a distributed data space. And nally, as it is emphasized by its name, linking to existing datasets is the most crucial part of Linked Data, which addresses the Reusability aspect of FAIR Data.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>Metadata Ontology: Metadata is core to FAIR data. To achieve this with the
Linked Data principles, a metadata ontology is required. This must include
properties like: Security classi cation, identi er of the resource, information about
the creator and about the provenance.</p>
      <p>Search Engine: To nally make the (meta)data ndable, a search engine is
required. In case all of this services are provided, a FAIRness degree of 100% is
achieved.</p>
      <p>Internal Licensing and Certi cation Process: The certi cation should be
issued by an recognized body and expresses whether a resource is compliant. A
company would have to set up a process for the licences and certi cations.
Evaluation and Conclusion
In order to evaluate to what extend Linked Data and the additional services
as described above are supporting the realization of the FAIR Data principles
we utilized the FAIR Data metrics [Mar18]. The following table illustrates the
comparisson of a dataset stored in a sheet, an RDF dataset and a dataset stored
in a triplestore supported with the above mentioned services ful lls the FAIR
Data metrics.
This evaluation demonstrates clearly that every aspect of the FAIR Data
metrics are ful lled. However, the metrics themselves are still work in progress.
Therefore, this evaluation depends on the acceptance of these metrics. It might
worth repeating the evaluation, as soon as the FAIR Data metrics are nalized.</p>
      <p>Realizing FAIR Data in an Enterprise Environment</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [AH11]
          <article-title>Dean Allemang and Jim Hendler. Semantic Web for the working Ontologist</article-title>
          . Morgan Kaufmann, USA, 2. edition,
          <year>2011</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [AIe09]
          <string-name>
            <given-names>Sicilia</given-names>
            <surname>MA. Astrova</surname>
          </string-name>
          <string-name>
            <given-names>I.</given-names>
            and
            <surname>Lytras M.D.</surname>
          </string-name>
          (eds).
          <source>Metadata and Semantics</source>
          . Springer, Boston, MA, Boston, 1. edition,
          <year>2009</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          <string-name>
            <surname>[BEH15] Bernhard Humm B A</surname>
          </string-name>
          <article-title>~{rte A~xin Ege and Anatol Reibold (Hr)</article-title>
          .
          <source>Corporate Semantic Web</source>
          . Springer Vieweg, Heidelberg, 1. edition,
          <year>2015</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [BHB09]
          <string-name>
            <given-names>C.</given-names>
            <surname>Bizer</surname>
          </string-name>
          ,
          <string-name>
            <given-names>T.</given-names>
            <surname>Heath</surname>
          </string-name>
          , and
          <string-name>
            <given-names>T.</given-names>
            <surname>Berners-Lee</surname>
          </string-name>
          .
          <article-title>Linked data - the story so far</article-title>
          .
          <source>Int. J. Semantic Web Inf. Syst.</source>
          ,
          <volume>5</volume>
          (
          <issue>3</issue>
          ):1^
          <fpage>a22</fpage>
          ,
          <year>2009</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [BLHL01]
          <string-name>
            <given-names>Tim</given-names>
            <surname>Berners-Lee</surname>
          </string-name>
          ,
          <string-name>
            <given-names>James</given-names>
            <surname>Hendler</surname>
          </string-name>
          , and
          <string-name>
            <given-names>Ora</given-names>
            <surname>Lassila</surname>
          </string-name>
          .
          <article-title>The semantic web</article-title>
          .
          <source>Scienti c American</source>
          ,
          <volume>284</volume>
          (
          <issue>5</issue>
          ):
          <volume>34</volume>
          {
          <fpage>43</fpage>
          , May
          <year>2001</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [CHLR+16]
          <string-name>
            <surname>Goekhan</surname>
            <given-names>Coskun</given-names>
          </string-name>
          , Ralf Heese, Markus
          <string-name>
            <surname>Luczak-R A~</surname>
          </string-name>
          <article-title>{sch, Radoslaw Oldakowski, Ralph Sch A~fermeier, and Olga Streibel</article-title>
          .
          <article-title>Towards corporate semantic web: Requirements and use cases</article-title>
          .
          <source>Technical report</source>
          , Freie Universitat Berlin,
          <year>2016</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [FOR18]
          <fpage>FORCE11</fpage>
          . https://www.force11.org/group/fairgroup/fairprinciples,
          <year>2018</year>
          . Accessed:
          <fpage>2018</fpage>
          -06-01.
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [F A~
          <volume>16</volume>
          ]
          <string-name>
            <surname>Christian F</surname>
          </string-name>
          <article-title>A~rber</article-title>
          .
          <source>Data Quality Management with Semantic Technologies</source>
          . Springer Gabler, Wiesbaden,
          <volume>1</volume>
          . edition,
          <year>2016</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [GGHC+16]
          <string-name>
            <given-names>I.</given-names>
            <surname>Grangel-Gonz</surname>
          </string-name>
          <string-name>
            <surname>A</surname>
          </string-name>
          ~&lt;lez, L. Halilaj, G. Coskun,
          <string-name>
            <given-names>S.</given-names>
            <surname>Auer</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D.</given-names>
            <surname>Collarana</surname>
          </string-name>
          , and
          <string-name>
            <surname>M.</surname>
          </string-name>
          <article-title>Ho meister. Towards a semantic administrative shell for industry 4.0 components</article-title>
          . 10.1109/ICSC.
          <year>2016</year>
          .
          <volume>58</volume>
          ,
          <year>2016</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [GOF18] GOFAIR. https://www.go-fair.org/fair-principles/,
          <year>2018</year>
          . Accessed:
          <fpage>2019</fpage>
          - 09-12.
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [Kel13]
          <string-name>
            <given-names>Thomas</given-names>
            <surname>Kelly</surname>
          </string-name>
          .
          <article-title>How semantic technology drives agile business</article-title>
          .
          <source>Cognizant</source>
          ,
          <year>2013</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          [LSH+09]
          <string-name>
            <surname>Atif</surname>
            <given-names>Latif</given-names>
          </string-name>
          , Anwar Us Saeed, Partick Hoe er, Alexander Stocker, and
          <string-name>
            <given-names>Claudia</given-names>
            <surname>Wagner</surname>
          </string-name>
          .
          <article-title>The linked data value chain: A lightweight model for business engineers</article-title>
          . In Adrian Paschke, Hans Weigand, Wernher Behrendt, Klaus Tochtermann, and Tassilo Pellegrini, editors,
          <source>Proceedings of I-Semantics 2009. 5th International Conference on Semantic Systems</source>
          , pages
          <fpage>568</fpage>
          {
          <fpage>577</fpage>
          . Journal of Universal Computer Science,
          <year>2009</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          [Mar18]
          <string-name>
            <given-names>Mark D.</given-names>
            <surname>Wilkinson</surname>
          </string-name>
          ,
          <string-name>
            <surname>Susanna-Assunta</surname>
            <given-names>Sansone</given-names>
          </string-name>
          , Erik Schultes,
          <string-name>
            <given-names>Peter</given-names>
            <surname>Doorn</surname>
          </string-name>
          ,
          <article-title>Luiz Olavo Bonino da Silva Santos and Michel Dumontier</article-title>
          . https://github.com/FAIRMetrics/Metrics/blob/master/MaturityIndicators/Gen1/ALL.pdf,
          <year>2018</year>
          . Accessed:
          <fpage>2019</fpage>
          -09-12.
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          [MNV+17]
          <string-name>
            <surname>Barend</surname>
            <given-names>Mons</given-names>
          </string-name>
          , Cameron Neylon, Jan Velterop,
          <article-title>Luiz Olavo Bonino da Silva Santos Michel Dumontier</article-title>
          , and
          <string-name>
            <given-names>Mark D.</given-names>
            <surname>Wilkinson</surname>
          </string-name>
          .
          <article-title>Cloudy, increasingly fair; revisiting the fair data guiding principles for the european open science cloud</article-title>
          .
          <source>Information Services Use</source>
          , vol.
          <volume>37</volume>
          , no.
          <issue>1</issue>
          , pp.
          <fpage>49</fpage>
          -
          <lpage>56</lpage>
          ,
          <year>2017</year>
          ,
          <year>2017</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation>
          [SBF98]
          <string-name>
            <given-names>Rudi</given-names>
            <surname>Studer</surname>
          </string-name>
          , V. Richard Benjamins, and
          <string-name>
            <given-names>Dieter</given-names>
            <surname>Fensel</surname>
          </string-name>
          .
          <article-title>Knowledge engineering: Principles and methods</article-title>
          ,
          <year>1998</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref16">
        <mixed-citation>
          [SS09]
          <article-title>Ste en Staab and Rudi Studer</article-title>
          . Handbook on Ontologies. SpringerVerlag Berlin Heidelberg, Berlin, 2. edition,
          <year>2009</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref17">
        <mixed-citation>
          <string-name>
            <surname>[Tim06] Tim</surname>
          </string-name>
          Berners-Lee. https://www.w3.org/DesignIssues/LinkedData.html,
          <year>2006</year>
          . Accessed:
          <fpage>2019</fpage>
          -09-12.
        </mixed-citation>
      </ref>
      <ref id="ref18">
        <mixed-citation>
          [W3C18]
          <fpage>W3C</fpage>
          . https://www.w3.org/2001/sw/RDFCore/Schema/200203/,
          <year>2018</year>
          . Accessed:
          <fpage>2019</fpage>
          -09-12.
        </mixed-citation>
      </ref>
      <ref id="ref19">
        <mixed-citation>
          <string-name>
            <surname>[Wil16] [Yu11] M. D.</surname>
          </string-name>
          et al.
          <source>Wilkinson</source>
          .
          <article-title>The fair guiding principles for scienti c data management and stewardship</article-title>
          .
          <source>Sci. Data</source>
          <volume>3</volume>
          :160018 doi: 10.1038/sdata.
          <year>2016</year>
          .
          <volume>18</volume>
          ,
          <year>2016</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref20">
        <mixed-citation>
          <string-name>
            <given-names>Liyang</given-names>
            <surname>Yu</surname>
          </string-name>
          .
          <article-title>A Developer's Guide to the Semantic Web</article-title>
          . Springer, Heidelberg, 1. edition,
          <year>2011</year>
          .
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>